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    Article

    Network Adjustment: Channel and Block Search Guided by Resource Utilization Ratio

    It is an important problem to design resource-efficient neural architectures. One solution is adjusting the number of channels in each layer and the number of blocks in each network stage. This paper presents ...

    Zhengsu Chen, Lingxi **e, Jianwei Niu in International Journal of Computer Vision (2022)

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    Chapter and Conference Paper

    MVP: Multimodality-Guided Visual Pre-training

    Recently, masked image modeling (MIM) has become a promising direction for visual pre-training. In the context of vision transformers, MIM learns effective visual representation by aligning the token-level fea...

    Longhui Wei, Lingxi **e, Wengang Zhou, Houqiang Li, Qi Tian in Computer Vision – ECCV 2022 (2022)